Otherindependent cross-checkabstract only checked I-UPF-02 standard review
How reliable is the NOVA classification?
Ultra-processed foods: how functional is the NOVA system?
Overview
Braesco V et al.. Eur J Clin Nutr 2022 · PMID 35314769 · DOI 10.1038/s41430-022-01099-1
Experts often disagreed when sorting foods into NOVA groups, though typical UPF were mostly classified alike.
Does the study support the specific claim? No · Methodological quality: moderate
Plain-language summary
Study explained simply
- What did the researchers want to find out?
Does NOVA lead to consistent food assignment?
- How was the study done?
Online survey of French food/nutrition specialists assigning foods to NOVA groups.
- How many people, animals or samples were studied?
159 (marketed foods) and 177 (generic foods) evaluators; 120 + 111 foods; French food and nutrition specialists
- What was actually found?
Fleiss kappa 0.32 (marketed foods with ingredients) and 0.34 (generic foods); one cluster of 90 marketed foods mostly assigned NOVA 4 (91%); other clusters heterogeneous.
- How large was the observed effect?
Kappa 0.32-0.34
- What do the results mean in everyday life?
UPF category is useful but fuzzy at the edges.
- What are the study's limitations?
French experts only; Authors with industry links
- What does it say about Elawady's specific claim?
Contradicts C-UPF-01 (precision).
- Do the results apply to Germany and Europe?
High.
- What can explicitly not be concluded from this study?
That NOVA is useless.
Scientific in-depth review
1. Full reference
- Authors
- Braesco V et al.
- Journal
- Eur J Clin Nutr
- Year
- 2022
- Identifier
- PMID 35314769 DOI 10.1038/s41430-022-01099-1
- Verification
- verified – PubMed efetch 2026-10-25
- Retracted
- no
- Corrections
- none
- Extent checked
- abstract only
- Conflicts of interest and funding
Authors report grants/consultancy including food industry (declared)
2. Research question
Does NOVA lead to consistent food assignment?
3. Study design and population
- Study design
- Other – Online survey of French food/nutrition specialists assigning foods to NOVA groups.
- Population
French food and nutrition specialists
- Country
France
- Period
not stated in abstract
- Sample size
159 (marketed foods) and 177 (generic foods) evaluators; 120 + 111 foods
- Inclusion and exclusion criteria
not stated in abstract
4. Methods and endpoints
- Exposure / intervention
NOVA assignment task
- Comparator
Not applicable
- Endpoints
Inter-rater agreement (Fleiss kappa)
- Statistical methods
Fleiss kappa; clustering
5. Actual results
- Results
Fleiss kappa 0.32 (marketed foods with ingredients) and 0.34 (generic foods); one cluster of 90 marketed foods mostly assigned NOVA 4 (91%); other clusters heterogeneous.
- Absolute risks
not applicable
- Authors' conclusion
NOVA criteria do not allow robust and functional assignments.
6. Strengths
- Large number of raters
7. Weaknesses
- French experts only
- Authors with industry links
8. Risk of bias
- Orienting tool
- none applicable
- Type of assessment
- simplified assessment (abstract only)
- Full formal assessment
- no
- Overall risk of bias
- not assessable
- Rationale
Survey methodology.
9. Assessment of the statistical interpretation
Kappa ~0.3 = fair agreement.
10. Relevance to the specific claim
Contradicts C-UPF-01 (precision).
11. Independent contrary findings
Strong agreement for many typical UPF (cluster of 90 foods).
12. Transferability to Germany and Europe
High.
13. Overall methodological judgement
Important methodological critique.
| Multidimensional assessment | |
|---|---|
| Authenticity of the source | verified |
| Methodological quality | moderate |
| Risk of bias | some concerns |
| Precision of results | moderate |
| Directness | direct |
| Reproducibility | not replicated |
| Consistency with the overall evidence | unknown |
| Regional transferability | high |
| Adequacy of the interpretation (by the archive) | not applicable |
14. Open questions
Reliability of revised criteria.
15. Linked fact checks
- 'Ultra-processed food' is a precise scientific category (NOVA group 4); a product is ultra-processed if its label lists any ingredient you would not have in your kitchen. – Studies contradicting or limiting the claim